Can I remove the .nomedia file from Google Music downloaded music folder?

I'm running version 4.1.511 of the Google Music app. When it downloads songs for offline use they are stored in > /sdcard/Android/data/com.google.android.music/cache/music This folder has a .nomedia file in it which prevents the media scanner from scanning the files. This means other music apps that I run don't see the songs? Is there any problem with removing the .nomedia file from this directory so that the files can be scanned and picked up by other media players?